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Application of Boron-doped Diamond Film Electrode in Fast Detection of Samonella in Water
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作者 Baoying Lv Zhaoyu Mo +1 位作者 Yanping Tang Yanxian Nong 《Meteorological and Environmental Research》 CAS 2013年第10期32-33,36,共3页
[Objective] The study aimed to discuss the application of boron-doped diamond (BDD) film electrode in fast detection of samonella in water. [ Method] Boron-doped diamond film electrode was prepared and used as the w... [Objective] The study aimed to discuss the application of boron-doped diamond (BDD) film electrode in fast detection of samonella in water. [ Method] Boron-doped diamond film electrode was prepared and used as the working electrode in fast detection of salmonella in water using chronoamberometry, and the oxidation mechanism of the electrode acting on salmonella was discussed. [ Result] Compared with traditional biologi- cal methods, chronoamperometry could detect the number of salmonellae in water more simply, rapidly and sensitively. [ Conclusion] The method of using BDD electrode to detect salmonella quantity will be widely applied in future. 展开更多
关键词 Diamond film electrode SALMONELLA fast detection CHRONOAMPEROMETRY China
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Research on fast detection method of infrared small targets under resourceconstrained conditions 被引量:3
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作者 ZHANG Rui LIU Min LI Zheng 《红外与毫米波学报》 SCIE EI CAS CSCD 北大核心 2024年第4期582-587,共6页
Infrared small target detection is a common task in infrared image processing.Under limited computa⁃tional resources.Traditional methods for infrared small target detection face a trade-off between the detection rate ... Infrared small target detection is a common task in infrared image processing.Under limited computa⁃tional resources.Traditional methods for infrared small target detection face a trade-off between the detection rate and the accuracy.A fast infrared small target detection method tailored for resource-constrained conditions is pro⁃posed for the YOLOv5s model.This method introduces an additional small target detection head and replaces the original Intersection over Union(IoU)metric with Normalized Wasserstein Distance(NWD),while considering both the detection accuracy and the detection speed of infrared small targets.Experimental results demonstrate that the proposed algorithm achieves a maximum effective detection speed of 95 FPS on a 15 W TPU,while reach⁃ing a maximum effective detection accuracy of 91.9 AP@0.5,effectively improving the efficiency of infrared small target detection under resource-constrained conditions. 展开更多
关键词 infrared UAV image fast small object detection low impedance loss function
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Colorimetric/Fluorescent Dual-Mode Sensing ofMercury Ions and Solid-Phase On-Site Fast Detection Using AIE-Active Coumarin Derivative TXDS
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作者 Huaqing Zhang Yan Xia +1 位作者 Dongfeng Li Ruibin Hou 《Aggregate》 2025年第12期187-200,共14页
Mercury ions present severe threats to both human health and the environment,making their detection of paramount importance.Here,we innovatively designed and synthesized coumarin derivative-based probe TXDS.By virtue ... Mercury ions present severe threats to both human health and the environment,making their detection of paramount importance.Here,we innovatively designed and synthesized coumarin derivative-based probe TXDS.By virtue of the robust interaction between the thiocarbonyl moiety of TXDS and Hg2+,which effectively regulated intramolecular conformational locking,a superior aggregation-induced emission(AIE)characteristic was successfully constructed.Probe TXDS,coupled with 100 nm Stokes shift,enabled highly sensitive and selective detection of Hg^(2+)within the concentration range of 0.1-10μM.In addition,probe TXDS demonstrated excellent solid-liquid dual-mode detection capability for Hg2+.Colorimetric sensing extended the detection range of Hg2+by 10-fold,realizing the complementary advantages of the wide dynamic range of colorimetry and the high sensitivity of fluorimetry.Mechanochemical treatment,involving grinding TXDS with soil samples,achieved visual analysis of Hg^(2+)within 20 s,highlighting the green,efficient,and cost-effective nature of this approach.Moreover,the dye TXDO exhibited tunable piezochromic behavior,offering potential applications in forensic identification and information encryption. 展开更多
关键词 colorimetric/fluorescent dual-mode detection mechanochemical treatment piezochromism solid-phase on-site fast detection
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Fast detection algorithm for cracks on tunnel linings based on deep semantic segmentation 被引量:4
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作者 Zhong ZHOU Yidi ZHENG +1 位作者 Junjie ZHANG Hao YANG 《Frontiers of Structural and Civil Engineering》 SCIE EI CSCD 2023年第5期732-744,共13页
An algorithm based on deep semantic segmentation called LC-DeepLab is proposed for detecting the trends and geometries of cracks on tunnel linings at the pixel level.The proposed method addresses the low accuracy of t... An algorithm based on deep semantic segmentation called LC-DeepLab is proposed for detecting the trends and geometries of cracks on tunnel linings at the pixel level.The proposed method addresses the low accuracy of tunnel crack segmentation and the slow detection speed of conventional models in complex backgrounds.The novel algorithm is based on the DeepLabv3+network framework.A lighter backbone network was used for feature extraction.Next,an efficient shallow feature fusion module that extracts crack features across pixels is designed to improve the edges of crack segmentation.Finally,an efficient attention module that significantly improves the anti-interference ability of the model in complex backgrounds is validated.Four classic semantic segmentation algorithms(fully convolutional network,pyramid scene parsing network,U-Net,and DeepLabv3+)are selected for comparative analysis to verify the effectiveness of the proposed algorithm.The experimental results show that LC-DeepLab can accurately segment and highlight cracks from tunnel linings in complex backgrounds,and the accuracy(mean intersection over union)is 78.26%.The LC-DeepLab can achieve a real-time segmentation of 416×416×3 defect images with 46.98 f/s and 21.85 Mb parameters. 展开更多
关键词 tunnel engineering crack segmentation fast detection DeepLabv3+ feature fusion attention mechanism
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基于轻量级Fast-Unet网络的高压输电线路航拍目标检测
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作者 尹永根 李苗苗 +1 位作者 庞锴 张慧敏 《电工技术》 2026年第3期125-128,133,共5页
常规高压输电线路航拍目标检测方法是基于YOLO算法优化锚框进行检测的,对航拍目标空间分布较敏感,导致边界框回归精度不足。为此,提出基于轻量级Fast-Unet网络的高压输电线路航拍目标检测方法。采用灰度分析技术剔除背景区域,经形态学... 常规高压输电线路航拍目标检测方法是基于YOLO算法优化锚框进行检测的,对航拍目标空间分布较敏感,导致边界框回归精度不足。为此,提出基于轻量级Fast-Unet网络的高压输电线路航拍目标检测方法。采用灰度分析技术剔除背景区域,经形态学滤波处理,从图像底部逐行扫描来确定感兴趣区域。将感兴趣区域输入Fast-Unet网络,计算特征块多种特征来构建综合特征向量,结合全局与局部对比度、颜色空间分布特征提取目标特征。基于目标形状特征构建约束机制,采用链码跟踪算法提取目标轮廓,以傅里叶描述子量化轮廓,结合主成分分析法建立形状相似度度量模型进行检测。实验结果显示,轻量级Fast-Unet网络可实现全部目标区域完整检测且无误检,平均准确率达95.6%,显著高于对比方法的71.2%与72.8%,验证了其在复杂航拍场景下的有效性。 展开更多
关键词 轻量级fast-Unet网络 高压输电线路 航拍目标检测 形状约束 特征提取
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RVP Fast与Seeplex PneumoBacter ACE Detection assay联合诊断呼吸道感染病原体
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作者 戴蕾 郑齐锶 +1 位作者 东芳 宁明哲 《中国实验诊断学》 2018年第10期1715-1717,共3页
目的采用RVP Fast与Seeplex PneumoBacter ACE Detection assay两种方法,联合诊断呼吸道感染病原体。方法收集南京市呼吸道感染患者咽拭子标本67份,提取RNA及DNA,呼吸道病毒群快速检测(Respiratory Virus Panel Fast Array,RVP Fast)技... 目的采用RVP Fast与Seeplex PneumoBacter ACE Detection assay两种方法,联合诊断呼吸道感染病原体。方法收集南京市呼吸道感染患者咽拭子标本67份,提取RNA及DNA,呼吸道病毒群快速检测(Respiratory Virus Panel Fast Array,RVP Fast)技术检测呼吸道病毒,Seeplex PneumoBacter ACE Detection assay检测呼吸道六重病原体。结果 67份标本中,呼吸道病毒阳性仅4例,主要为肠鼻病毒。呼吸道六重病原体检测中,阳性标本为26例,其中肺炎链球菌、流感嗜血杆菌、肺炎衣原体阳性较多。结论 RVP Fast与Seeplex PneumoBacter ACE Detection assay联合使用,有利于明确呼吸道感染病原体。 展开更多
关键词 RVP fast ARRAY ACE detection ASSAY 呼吸道病原体 联合诊断
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Fast Rate Fault Detection Filter for Multirate Sampled-data Systems 被引量:3
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作者 ZHONG Mai-Ying MA Chuan-Feng LIU Yun-Xia 《自动化学报》 EI CSCD 北大核心 2006年第3期433-437,共5页
This paper focuses on the fast rate fault detection filter (FDF) problem for a class of multirate sampled-data (MSD) systems. A lifting technique is used to convert such an MSD system into a linear time-invariant disc... This paper focuses on the fast rate fault detection filter (FDF) problem for a class of multirate sampled-data (MSD) systems. A lifting technique is used to convert such an MSD system into a linear time-invariant discrete-time one and an unknown input observer (UIO) is considered as FDF to generate residual. The design of FDF is formulated as an H∞ optimization problem and a solvable condition as well as an optimal solution are derived. The causality of the residual generator can be guaranteed so that the fast rate residual can be implemented via inverse lifting. A numerical example is included to demonstrate the feasibility of the obtained results. 展开更多
关键词 故障检测 滤波器 FDF 残差 MSD系统
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Fast Electrical Detection of Carcinoembryonic Antigen Based on AlGaN/GaN High Electron Mobility Transistor Aptasensor
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作者 Xiang-Mi Zhan Quan Wang +7 位作者 Kun Wang Wei Li Hong-Ling Xiao Chun Feng Li-Juan Jiang Cui-Mei Wang Xiao-Liang Wang Zhan-Guo Wang 《Chinese Physics Letters》 SCIE CAS CSCD 2017年第9期87-90,共4页
As one of the most important tumor-associated antigens of colorectal adenocarcinoma, the carcinoembryonic antigen (CEA) threatens human health seriously ali over the globe. Fast electrical and highly sensitive detec... As one of the most important tumor-associated antigens of colorectal adenocarcinoma, the carcinoembryonic antigen (CEA) threatens human health seriously ali over the globe. Fast electrical and highly sensitive detection of the CEA with A1GaN/GaN high electron mobility transistor is demonstrated experimentally. To achieve a low detection limit, the Au-gated sensing area of the sensor is functionalized with a CEA aptamer instead of the corresponding antibody. The proposed aptasensor has successfully detected different concentrations (ranging from 50picogram/milliliter (pg/ml) to 50 nanogram/milliliter (ng/ml)) of CEA and achieved a detection limit as low as 50pg/ml at Vas = 0.5 V. The drain-source current shows a c/ear increase of 11.5μA under this bias. 展开更多
关键词 CEA GAN fast Electrical detection of Carcinoembryonic Antigen Based on AlGaN/GaN High Electron Mobility Transistor Aptasensor
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Unit panel node detection by CNN on FAST reflector
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作者 Zhi-Song Zhang Li-Chun Zhu +1 位作者 Wei Tang Xin-Yi Li 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2019年第1期113-122,共10页
The Five-hundred-meter Aperture Spherical radio Telescope(FAST) has an active reflector.During observations, the reflector will be deformed into a paraboloid 300 meters in diameter. To improve its surface accuracy, we... The Five-hundred-meter Aperture Spherical radio Telescope(FAST) has an active reflector.During observations, the reflector will be deformed into a paraboloid 300 meters in diameter. To improve its surface accuracy, we propose a scheme for photogrammetry to measure the positions of 2226 nodes on the reflector. The way to detect the nodes in the photos is the key problem in this application of photogrammetry. This paper applies a convolutional neural network(CNN) with candidate regions to detect the nodes in the photos. Experimental results show a high recognition rate of 91.5%, which is much higher than the recognition rate for traditional edge detection. 展开更多
关键词 telescopes fast PHOTOGRAMMETRY NODES detect convolutional neural network
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Experiments on mine-detection with fast neutron activation
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作者 LUOWenyun WANGChuanshan 《Nuclear Science and Techniques》 SCIE CAS CSCD 1999年第3期190-192,共3页
Fast neutron activation of nitrogen and oxygen contained in the explosives used for simulated mine samples has been preliminarily carried out in our laboratory. By spectroscopic analysis of characteristic γ-rays emit... Fast neutron activation of nitrogen and oxygen contained in the explosives used for simulated mine samples has been preliminarily carried out in our laboratory. By spectroscopic analysis of characteristic γ-rays emitted from activated nitrogen and oxygen, mine can be identified almost instantly. This technique integrated with robottes would be a method for mine scavenging. 展开更多
关键词 快中子激活 探矿 实验
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基于PCA和Fast-MCD的油中溶解气体在线监测异常数据识别 被引量:5
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作者 王子凌 汪科 +3 位作者 柴卫健 李业欣 邹国平 安斯光 《浙江电力》 2025年第3期100-107,共8页
油中溶解气体在线监测装置对变压器运行状态的准确监测是保证其稳定运行的关键,监测装置若出现故障会导致在线监测数据异常,严重影响在线监测的效果。针对这一问题,提出了一种基于PCA(主成分分析)和Fast-MCD(快速最小协方差行列式)的变... 油中溶解气体在线监测装置对变压器运行状态的准确监测是保证其稳定运行的关键,监测装置若出现故障会导致在线监测数据异常,严重影响在线监测的效果。针对这一问题,提出了一种基于PCA(主成分分析)和Fast-MCD(快速最小协方差行列式)的变压器油中溶解气体异常数据识别方法。首先,利用PCA算法对油中溶解气体时间序列进行降维,有效消除了冗余特征信息。然后,结合稳健统计理论,对降维后的数据进行Fast-MCD稳健分析,实现异常值识别。最后,分析识别出的异常值,判断故障来源。算例研究结果表明,该异常识别方法能够有效识别出油中溶解气体在线监测装置故障,性能优于其他常规方法,准确率高达99.1%。 展开更多
关键词 异常检测 油中溶解气体分析 fast-MCD 主成分分析
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基于自适应阈值的型钢精确角点FAST检测算法
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作者 包家汉 孙德尚 +1 位作者 黄建中 胡政 《上海交通大学学报》 北大核心 2025年第5期691-702,共12页
基于机器视觉的在线型钢平直度检测中,对型钢图像关键角点快速、准确地提取是实现精确检测的关键技术问题.针对加速分割检验特征提取(FAST)算法需要人工设定角点筛选阈值和角点提取存在大量伪角点的问题,提出一种自适应阈值生成及校正策... 基于机器视觉的在线型钢平直度检测中,对型钢图像关键角点快速、准确地提取是实现精确检测的关键技术问题.针对加速分割检验特征提取(FAST)算法需要人工设定角点筛选阈值和角点提取存在大量伪角点的问题,提出一种自适应阈值生成及校正策略,能够在自动获取初始阈值的基础上,根据角点数是否达到初始角点集要求对阈值实时校正直至达到适当值,以减少关键角点遗漏.在采用FAST提取角点的基础上,利用最小核心值相似区域(SUSAN)算法剔除伪角点,以保证关键角点提取的有效性.试验证明,这种基于自适应阈值的FAST角点检测算法(FAST-A),在检测环境和对象特性发生变化时,仍然可以准确、快速地检测到型钢关键角点,在为型钢平直度检测实时提供精确角点的基础上,提高角点提取的自适应性. 展开更多
关键词 型钢 角点检测 加速分割检验特征提取算法 最小核心值相似区域算法 自适应阈值
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Optimization design of the angle detecting system used in the fast steering mirror
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作者 倪迎雪 吴佳彬 +5 位作者 伞晓刚 高世杰 丁少行 王晶 王涛 王惠先 《Optoelectronics Letters》 EI 2018年第1期48-52,共5页
In this paper, in order to design a fast steering mirror(FSM) with large deflection angle and high linearity, a deflection angle detecting system(DADS) using quadrant detector(QD) is developed. And the mathematical mo... In this paper, in order to design a fast steering mirror(FSM) with large deflection angle and high linearity, a deflection angle detecting system(DADS) using quadrant detector(QD) is developed. And the mathematical model describing DADS is established by analyzing the principle of position detecting and error characteristics of QD. Based on this mathematical model, the variation tendencies of deflection angle and linearity of FSM are simulated. Then, by changing the parameters of the DADS, the optimization of deflection angle and linearity of FSM is demonstrated. Finally, a QD-based FSM is designed based on this method, which achieves ±2° deflection angle and 0.72% and 0.68% linearity along x and y axis, respectively. Moreover, this method will be beneficial to the design of large deflection angle and high linearity FSM. 展开更多
关键词 Optimization design of the angle detecting system used in the fast steering mirror LENGTH
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Enhancing the Accuracy for Target Detection by Using Fast Orthogonal Search (FOS) 被引量:1
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作者 ESSAM A. Elsayed 《Computer Aided Drafting,Design and Manufacturing》 2010年第1期93-98,共6页
Target detection and bearing estimation are mainly obtained through spectral analysis of received signals. The detection performance of the periodogram and its variants methods is evaluated. The variants methods Perfo... Target detection and bearing estimation are mainly obtained through spectral analysis of received signals. The detection performance of the periodogram and its variants methods is evaluated. The variants methods Performance evaluation through the Receiver Operating Characteristics (ROCs) are presented and compared from the viewpoint of probability of detection (Pd), probability of false alarm (Pfa) by computer simulation. When the sinusoid frequency does not correspond to one of the spectral bins (mid-bin frequency situation), the performance of all the mentioned detectors degrades. This research investigates the development of a bearing estimation method using Fast Orthogonal Search (FOS) to enhance spectral estimation which, improves both target detection and bearing estimation in case of low SNR inputs. 展开更多
关键词 fast orthogonal search peridogram probability of detection power spectrum
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肠炎沙门氏菌快速检测技术研究进展
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作者 李佳 刘垚 +4 位作者 李珊珊 何坤淼 余秋颖 陈琳琳 王娜 《动物医学进展》 北大核心 2026年第2期103-108,共6页
肠炎沙门氏菌是沙门氏菌属中最重要的血清型之一,主要通过受污染的饮用水、食物等传播,与人类食源性疾病密切相关。该菌不仅对畜牧业造成重大经济损失,还会威胁人类健康,严重病例甚至导致死亡。因此,建立快速检测食品中肠炎沙门氏菌的... 肠炎沙门氏菌是沙门氏菌属中最重要的血清型之一,主要通过受污染的饮用水、食物等传播,与人类食源性疾病密切相关。该菌不仅对畜牧业造成重大经济损失,还会威胁人类健康,严重病例甚至导致死亡。因此,建立快速检测食品中肠炎沙门氏菌的技术对于预防食源性疾病的暴发具有重要意义。论文综述了肠炎沙门氏菌的分子生物学技术、免疫学技术和生物传感器技术等快速检测技术的原理、优势与局限性,探讨了相关领域的研究概况,了解肠炎沙门氏菌快速检测技术的研究现状,为未来肠炎沙门氏菌快速检测技术的开发与应用提供参考。 展开更多
关键词 肠炎沙门氏菌 快速检测 分子生物学技术 免疫学技术 生物传感器技术
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FAST角点检测算法IP的软硬件协同测试系统
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作者 牛致远 邓杰 +1 位作者 冯冲 施展 《佳木斯大学学报(自然科学版)》 2025年第9期5-8,20,共5页
随着SoC设计中IP核数量迅速增加,传统测试方法在成本和验证周期方面面临挑战。为提高图像算法IP核测试的效率与准确性,构建了一种基于FPGA异构计算的软硬件协同物理测试系统。系统以ZYNQ7100芯片为核心,构建软硬协同验证框架:在ARM端部... 随着SoC设计中IP核数量迅速增加,传统测试方法在成本和验证周期方面面临挑战。为提高图像算法IP核测试的效率与准确性,构建了一种基于FPGA异构计算的软硬件协同物理测试系统。系统以ZYNQ7100芯片为核心,构建软硬协同验证框架:在ARM端部署Linux系统并集成OpenCV库生成标准测试数据,借助AXI总线实现IP物理测试数据采集。所设计系统以FAST角点检测IP电路为目标进行验证,结果显示,在ZYNQ平台上实现3.22倍加速,准确率与召回率均超过95%。该系统在提高测试效率的同时,具备良好的工程实用性与优化策略参考价值。 展开更多
关键词 软硬件协同 IP核测试 fast角点检测 异构计算
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地黄葱X病毒RT-LAMP快速检测方法的建立与应用
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作者 鲁书豪 秦艳红 +7 位作者 杨会珍 杨瑾 李雪梦 李绍建 文艺 高素霞 王飞 鲁传涛 《植物保护》 北大核心 2026年第1期266-272,共7页
地黄葱X病毒(Rehmannia allexivirus,ReAV)是首次在地黄上报道的新病毒,本研究基于ReAV外壳蛋白(coat protein,CP)基因的核苷酸序列设计了3组引物进行筛选,对RT-LAMP进行了温度优化、时间优化、特异性检测、灵敏度比较等试验,建立了ReA... 地黄葱X病毒(Rehmannia allexivirus,ReAV)是首次在地黄上报道的新病毒,本研究基于ReAV外壳蛋白(coat protein,CP)基因的核苷酸序列设计了3组引物进行筛选,对RT-LAMP进行了温度优化、时间优化、特异性检测、灵敏度比较等试验,建立了ReAV反转录环介导恒温扩增(reverse transcription loop-mediated isothermal amplification,RT-LAMP)快速检测技术。结果表明:本研究建立的ReAV RT-LAMP方法最适反应条件为65°C40 min,该方法可特异性检测出ReAV,其检测限为6.99拷贝/μL,灵敏度是常规PCR的10倍。对21份地黄样品的检测结果表明,RT-LAMP方法的阳性检出率(85.7%)略高于常规RT-PCR方法(71.4%)。本研究建立的RT-LAMP检测技术为ReAV的准确检测提供了快速、特异、简便的方法,为田间样品的检测提供了技术支撑。 展开更多
关键词 地黄 地黄葱X病毒 反转录环介导等温扩增(RT-LAMP) 可视化 快速检测
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一种快速鲁棒的LOG-FAST角点算法 被引量:10
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作者 梁艳菊 李庆 +1 位作者 陈大鹏 颜学究 《计算机科学》 CSCD 北大核心 2012年第6期251-254,共4页
基于高时间效率的FAST算法,提出了一种快速鲁棒的FAST-LOG角点算法。使用直方图均衡化方法对图像进行增强,提高图像成分的清晰度并消除图像中光照强度的影响;运用拉普拉斯-高斯函数对图像进行卷积,实现图像的高斯平滑和增强边缘,及对噪... 基于高时间效率的FAST算法,提出了一种快速鲁棒的FAST-LOG角点算法。使用直方图均衡化方法对图像进行增强,提高图像成分的清晰度并消除图像中光照强度的影响;运用拉普拉斯-高斯函数对图像进行卷积,实现图像的高斯平滑和增强边缘,及对噪声最大化的抑制;最后使用FAST算子检测角点。对比实验证明,新算子对于添加高斯噪声的分辨率为640*480的图像,其检测时间可达到0.05s;对光照不同的图像具有相近的检测性能;角点重复率可达98%。该算子可应用于实时视频图像的处理,为开发基于视觉的实时智能车辆预警系统提供了新的研究思路。 展开更多
关键词 拉普拉斯-高斯 fast 快速 角点检测 图像增强
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基于区域灰度变化的自适应FAST角点检测算法 被引量:19
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作者 刘亮 王平 孙亮 《微电子学与计算机》 CSCD 北大核心 2017年第3期20-24,共5页
针对当前FAST角点检测算法只能检测单一类型的角点,并且单一阈值作用于整幅图像很难取得理想的效果等问题,本文提出了一种基于区域灰度变化的自适应FAST角点检测算法.该算法首先对图像进行高斯滤波;其次,依据灰度差筛选出角点候选点;再... 针对当前FAST角点检测算法只能检测单一类型的角点,并且单一阈值作用于整幅图像很难取得理想的效果等问题,本文提出了一种基于区域灰度变化的自适应FAST角点检测算法.该算法首先对图像进行高斯滤波;其次,依据灰度差筛选出角点候选点;再引入自适应阈值,根据灰度值的大小对候选点进行分类;最后,根据分类结果,使用不同的检测模板对候选点进行再次筛选,获得最佳匹配角点.仿真结果表明该改进算法不仅可以提取出更多的有效角点,较好的克服阈值选择不当造成的角点丢失或冗余,而且对于噪声具有良好的鲁棒性. 展开更多
关键词 fast算法 角点检测 灰度变化 自适应阈值
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基于改进FastICA算法的入侵检测样本数据优化方法 被引量:15
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作者 杜晔 张亚丹 +1 位作者 黎妹红 张大伟 《通信学报》 EI CSCD 北大核心 2016年第1期42-48,共7页
为更好实现对入侵检测样本数据的优化处理,提出了一种改进的快速独立成分分析(Fast ICA)算法,采用基于加权相关系数进行白化处理以减少信息损失,并优化牛顿迭代法使其满足三阶收敛。对算法进行了细致描述,分析了算法的时间复杂度。实验... 为更好实现对入侵检测样本数据的优化处理,提出了一种改进的快速独立成分分析(Fast ICA)算法,采用基于加权相关系数进行白化处理以减少信息损失,并优化牛顿迭代法使其满足三阶收敛。对算法进行了细致描述,分析了算法的时间复杂度。实验结果表明,该方法可有效减少数据信息损失,具有迭代次数少、收敛速度快等优点,可有效提高入侵检测样本数据的优化效率。 展开更多
关键词 入侵检测 快速独立成分分析 数据优化 牛顿迭代法
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